column.ts 15 KB

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  1. /**
  2. * Copyright (c) 2017-2018 mol* contributors, licensed under MIT, See LICENSE file for more info.
  3. *
  4. * @author David Sehnal <david.sehnal@gmail.com>
  5. * @author Alexander Rose <alexander.rose@weirdbyte.de>
  6. */
  7. import * as ColumnHelpers from './column-helpers'
  8. import { Tensor as Tensors } from 'mol-math/linear-algebra'
  9. interface Column<T> {
  10. readonly schema: Column.Schema,
  11. readonly '@array': ArrayLike<any> | undefined,
  12. readonly isDefined: boolean,
  13. readonly rowCount: number,
  14. value(row: number): T,
  15. valueKind(row: number): Column.ValueKind,
  16. toArray(params?: Column.ToArrayParams<T>): ArrayLike<T>,
  17. areValuesEqual(rowA: number, rowB: number): boolean
  18. }
  19. namespace Column {
  20. export type ArrayCtor<T> = { new(size: number): ArrayLike<T> }
  21. export type Schema<T = any> = Schema.Str | Schema.Int | Schema.Float | Schema.Coordinate | Schema.Aliased<T> | Schema.Tensor | Schema.List<number|string>
  22. export namespace Schema {
  23. // T also serves as a default value for undefined columns
  24. type Base<T extends string> = { valueType: T }
  25. export type Str = { '@type': 'str', T: string } & Base<'str'>
  26. export type Int = { '@type': 'int', T: number } & Base<'int'>
  27. export type Float = { '@type': 'float', T: number } & Base<'float'>
  28. export type Coordinate = { '@type': 'coord', T: number } & Base<'float'>
  29. export type Tensor = { '@type': 'tensor', T: Tensors.Data, space: Tensors.Space, baseType: Int | Float } & Base<'tensor'>
  30. export type Aliased<T> = { '@type': 'aliased', T: T } & Base<'str' | 'int'>
  31. export type List<T extends number|string> = { '@type': 'list', T: T[], separator: string, itemParse: (x: string) => T } & Base<'list'>
  32. export const str: Str = { '@type': 'str', T: '', valueType: 'str' };
  33. export const int: Int = { '@type': 'int', T: 0, valueType: 'int' };
  34. export const coord: Coordinate = { '@type': 'coord', T: 0, valueType: 'float' };
  35. export const float: Float = { '@type': 'float', T: 0, valueType: 'float' };
  36. export function Str(defaultValue = ''): Str { return { '@type': 'str', T: defaultValue, valueType: 'str' } };
  37. export function Int(defaultValue = 0): Int { return { '@type': 'int', T: defaultValue, valueType: 'int' } };
  38. export function Float(defaultValue = 0): Float { return { '@type': 'float', T: defaultValue, valueType: 'float' } };
  39. export function Tensor(space: Tensors.Space, baseType: Int | Float = float): Tensor { return { '@type': 'tensor', T: space.create(), space, valueType: 'tensor', baseType }; }
  40. export function Vector(dim: number, baseType: Int | Float = float): Tensor { return Tensor(Tensors.Vector(dim, baseType['@type'] === 'int' ? Int32Array : Float64Array), baseType); }
  41. export function Matrix(rows: number, cols: number, baseType: Int | Float = float): Tensor { return Tensor(Tensors.ColumnMajorMatrix(rows, cols, baseType['@type'] === 'int' ? Int32Array : Float64Array), baseType); }
  42. export function Aliased<T>(t: Str | Int, defaultValue?: T): Aliased<T> {
  43. if (typeof defaultValue !== 'undefined') return { ...t, T: defaultValue } as any as Aliased<T>;
  44. return t as any as Aliased<T>;
  45. }
  46. export function List<T extends number|string>(separator: string, itemParse: (x: string) => T, defaultValue: T[] = []): List<T> {
  47. return { '@type': 'list', T: defaultValue, separator, itemParse, valueType: 'list' }
  48. }
  49. }
  50. export interface ToArrayParams<T> {
  51. array?: ArrayCtor<T>,
  52. start?: number,
  53. /** Last row (exclusive) */
  54. end?: number
  55. }
  56. export interface LambdaSpec<T extends Schema> {
  57. value: (row: number) => T['T'],
  58. rowCount: number,
  59. schema: T,
  60. valueKind?: (row: number) => ValueKind,
  61. }
  62. export interface ArraySpec<T extends Schema> {
  63. array: ArrayLike<T['T']>,
  64. schema: T,
  65. valueKind?: (row: number) => ValueKind
  66. }
  67. export interface MapSpec<S extends Schema, T extends Schema> {
  68. f: (v: S['T']) => T['T'],
  69. schema: T,
  70. valueKind?: (row: number) => ValueKind,
  71. }
  72. export function is(v: any): v is Column<any> {
  73. return !!v && !!(v as Column<any>).schema && !!(v as Column<any>).value;
  74. }
  75. export const enum ValueKind { Present = 0, NotPresent = 1, Unknown = 2 }
  76. export function Undefined<T extends Schema>(rowCount: number, schema: T): Column<T['T']> {
  77. return constColumn(schema['T'], rowCount, schema, ValueKind.NotPresent);
  78. }
  79. export function ofConst<T extends Schema>(v: T['T'], rowCount: number, type: T): Column<T['T']> {
  80. return constColumn(v, rowCount, type, ValueKind.Present);
  81. }
  82. export function ofLambda<T extends Schema>(spec: LambdaSpec<T>): Column<T['T']> {
  83. return lambdaColumn(spec);
  84. }
  85. /** values [min, max] (i.e. include both values) */
  86. export function range(min: number, max: number): Column<number> {
  87. return ofLambda({
  88. value: i => i + min,
  89. rowCount: Math.max(max - min + 1, 0),
  90. schema: Schema.int
  91. });
  92. }
  93. export function ofArray<T extends Column.Schema>(spec: Column.ArraySpec<T>): Column<T['T']> {
  94. return arrayColumn(spec);
  95. }
  96. export function ofIntArray(array: ArrayLike<number>) {
  97. return arrayColumn({ array, schema: Schema.int });
  98. }
  99. export function ofFloatArray(array: ArrayLike<number>) {
  100. return arrayColumn({ array, schema: Schema.float });
  101. }
  102. export function ofStringArray(array: ArrayLike<string>) {
  103. return arrayColumn({ array, schema: Schema.str });
  104. }
  105. export function window<T>(column: Column<T>, start: number, end: number) {
  106. return windowColumn(column, start, end);
  107. }
  108. export function view<T>(column: Column<T>, indices: ArrayLike<number>, checkIndentity = true) {
  109. return columnView(column, indices, checkIndentity);
  110. }
  111. /** A map of the 1st occurence of each value. */
  112. export function createFirstIndexMap<T>(column: Column<T>) {
  113. return createFirstIndexMapOfColumn(column);
  114. }
  115. export function createIndexer<T>(column: Column<T>) {
  116. return createIndexerOfColumn(column);
  117. }
  118. export function mapToArray<T, S>(column: Column<T>, f: (v: T) => S, ctor?: ArrayCtor<S>): ArrayLike<S> {
  119. return mapToArrayImpl<T, S>(column, f, ctor || Array);
  120. }
  121. export function areEqual<T>(a: Column<T>, b: Column<T>) {
  122. return areColumnsEqual(a, b);
  123. }
  124. export function indicesOf<T>(c: Column<T>, test: (e: T) => boolean) {
  125. return columnIndicesOf(c, test);
  126. }
  127. /** Makes the column backed by an array. Useful for columns that are accessed often. */
  128. export function asArrayColumn<T>(c: Column<T>, array?: ArrayCtor<T>): Column<T> {
  129. if (c['@array']) return c;
  130. if (!c.isDefined) return Undefined(c.rowCount, c.schema) as any as Column<T>;
  131. return arrayColumn({ array: c.toArray({ array }), schema: c.schema, valueKind: c.valueKind });
  132. }
  133. export function copyToArray<T extends number>(c: Column<T>, array: { [k: number]: T, length: number }, offset = 0) {
  134. if (!c.isDefined) return;
  135. const cArray = c['@array']
  136. if (cArray) {
  137. for (let i = 0, _i = cArray.length; i < _i; i++) array[offset + i] = cArray[i];
  138. } else {
  139. for (let i = 0, _i = c.rowCount; i < _i; i++) array[offset + i] = c.value(i);
  140. }
  141. }
  142. }
  143. export default Column;
  144. function createFirstIndexMapOfColumn<T>(c: Column<T>): Map<T, number> {
  145. const map = new Map<T, number>();
  146. for (let i = 0, _i = c.rowCount; i < _i; i++) {
  147. const v = c.value(i);
  148. if (!map.has(v)) map.set(c.value(i), i);
  149. }
  150. return map;
  151. }
  152. function createIndexerOfColumn<T>(c: Column<T>): (value: T) => number {
  153. const map = new Map<T, number>();
  154. for (let i = 0, _i = c.rowCount; i < _i; i++) {
  155. const v = c.value(i);
  156. if (!map.has(v)) map.set(c.value(i), i);
  157. }
  158. return v => map.has(v) ? map.get(v)! : -1;
  159. }
  160. function constColumn<T extends Column.Schema>(v: T['T'], rowCount: number, schema: T, valueKind: Column.ValueKind): Column<T['T']> {
  161. const value: Column<T['T']>['value'] = row => v;
  162. return {
  163. schema: schema,
  164. '@array': void 0,
  165. isDefined: valueKind === Column.ValueKind.Present,
  166. rowCount,
  167. value,
  168. valueKind: row => valueKind,
  169. toArray: params => {
  170. const { array } = ColumnHelpers.createArray(rowCount, params);
  171. for (let i = 0, _i = array.length; i < _i; i++) array[i] = v;
  172. return array;
  173. },
  174. areValuesEqual: (rowA, rowB) => true
  175. }
  176. }
  177. function lambdaColumn<T extends Column.Schema>({ value, valueKind, rowCount, schema }: Column.LambdaSpec<T>): Column<T['T']> {
  178. return {
  179. schema: schema,
  180. '@array': void 0,
  181. isDefined: true,
  182. rowCount,
  183. value,
  184. valueKind: valueKind ? valueKind : row => Column.ValueKind.Present,
  185. toArray: params => {
  186. const { array, start } = ColumnHelpers.createArray(rowCount, params);
  187. for (let i = 0, _i = array.length; i < _i; i++) array[i] = value(i + start);
  188. return array;
  189. },
  190. areValuesEqual: (rowA, rowB) => value(rowA) === value(rowB)
  191. }
  192. }
  193. function arrayColumn<T extends Column.Schema>({ array, schema, valueKind }: Column.ArraySpec<T>): Column<T['T']> {
  194. const rowCount = array.length;
  195. const value: Column<T['T']>['value'] = schema.valueType === 'str'
  196. ? row => { const v = array[row]; return typeof v === 'string' ? v : '' + v; }
  197. : row => array[row];
  198. const isTyped = ColumnHelpers.isTypedArray(array);
  199. return {
  200. schema: schema,
  201. '@array': array,
  202. isDefined: true,
  203. rowCount,
  204. value,
  205. valueKind: valueKind ? valueKind : row => Column.ValueKind.Present,
  206. toArray: schema.valueType === 'str'
  207. ? params => {
  208. const { start, end } = ColumnHelpers.getArrayBounds(rowCount, params);
  209. const ret = new (params && typeof params.array !== 'undefined' ? params.array : (array as any).constructor)(end - start) as any;
  210. for (let i = 0, _i = end - start; i < _i; i++) {
  211. const v = array[start + i];
  212. ret[i] = typeof v === 'string' ? v : '' + v;
  213. }
  214. return ret;
  215. }
  216. : isTyped
  217. ? params => ColumnHelpers.typedArrayWindow(array, params) as any as ReadonlyArray<T>
  218. : params => {
  219. const { start, end } = ColumnHelpers.getArrayBounds(rowCount, params);
  220. if (start === 0 && end === array.length) return array as ReadonlyArray<T['T']>;
  221. const ret = new (params && typeof params.array !== 'undefined' ? params.array : (array as any).constructor)(end - start) as any;
  222. for (let i = 0, _i = end - start; i < _i; i++) ret[i] = array[start + i];
  223. return ret;
  224. },
  225. areValuesEqual: (rowA, rowB) => array[rowA] === array[rowB]
  226. }
  227. }
  228. function windowColumn<T>(column: Column<T>, start: number, end: number) {
  229. if (!column.isDefined) return Column.Undefined(end - start, column.schema);
  230. if (start === 0 && end === column.rowCount) return column;
  231. if (!!column['@array'] && ColumnHelpers.isTypedArray(column['@array'])) return windowTyped(column, start, end);
  232. return windowFull(column, start, end);
  233. }
  234. function windowTyped<T>(c: Column<T>, start: number, end: number): Column<T> {
  235. const array = ColumnHelpers.typedArrayWindow(c['@array'], { start, end });
  236. return arrayColumn({ array, schema: c.schema, valueKind: c.valueKind }) as any;
  237. }
  238. function windowFull<T>(c: Column<T>, start: number, end: number): Column<T> {
  239. const v = c.value, vk = c.valueKind, ave = c.areValuesEqual;
  240. const value: Column<T>['value'] = start === 0 ? v : row => v(row + start);
  241. const rowCount = end - start;
  242. return {
  243. schema: c.schema,
  244. '@array': void 0,
  245. isDefined: c.isDefined,
  246. rowCount,
  247. value,
  248. valueKind: start === 0 ? vk : row => vk(row + start),
  249. toArray: params => {
  250. const { array } = ColumnHelpers.createArray(rowCount, params);
  251. for (let i = 0, _i = array.length; i < _i; i++) array[i] = v(i + start);
  252. return array;
  253. },
  254. areValuesEqual: start === 0 ? ave : (rowA, rowB) => ave(rowA + start, rowB + start)
  255. };
  256. }
  257. function isIdentity(map: ArrayLike<number>, rowCount: number) {
  258. if (map.length !== rowCount) return false;
  259. for (let i = 0, _i = map.length; i < _i; i++) {
  260. if (map[i] !== i) return false;
  261. }
  262. return true;
  263. }
  264. function columnView<T>(c: Column<T>, map: ArrayLike<number>, checkIdentity: boolean): Column<T> {
  265. if (!c.isDefined) return c;
  266. if (checkIdentity && isIdentity(map, c.rowCount)) return c;
  267. if (!!c['@array']) return arrayView(c, map);
  268. return viewFull(c, map);
  269. }
  270. function arrayView<T>(c: Column<T>, map: ArrayLike<number>): Column<T> {
  271. const array = c['@array']!;
  272. const ret = new (array as any).constructor(map.length);
  273. for (let i = 0, _i = map.length; i < _i; i++) ret[i] = array[map[i]];
  274. return arrayColumn({ array: ret, schema: c.schema, valueKind: c.valueKind });
  275. }
  276. function viewFull<T>(c: Column<T>, map: ArrayLike<number>): Column<T> {
  277. const v = c.value, vk = c.valueKind, ave = c.areValuesEqual;
  278. const value: Column<T>['value'] = row => v(map[row]);
  279. const rowCount = map.length;
  280. return {
  281. schema: c.schema,
  282. '@array': void 0,
  283. isDefined: c.isDefined,
  284. rowCount,
  285. value,
  286. valueKind: row => vk(map[row]),
  287. toArray: params => {
  288. const { array } = ColumnHelpers.createArray(rowCount, params);
  289. for (let i = 0, _i = array.length; i < _i; i++) array[i] = v(map[i]);
  290. return array;
  291. },
  292. areValuesEqual: (rowA, rowB) => ave(map[rowA], map[rowB])
  293. };
  294. }
  295. function mapToArrayImpl<T, S>(c: Column<T>, f: (v: T) => S, ctor: Column.ArrayCtor<S>): ArrayLike<S> {
  296. const ret = new ctor(c.rowCount) as any;
  297. for (let i = 0, _i = c.rowCount; i < _i; i++) ret[i] = f(c.value(i));
  298. return ret;
  299. }
  300. function areColumnsEqual(a: Column<any>, b: Column<any>) {
  301. if (a === b) return true;
  302. if (a.rowCount !== b.rowCount || a.isDefined !== b.isDefined || a.schema.valueType !== b.schema.valueType) return false;
  303. if (!!a['@array'] && !!b['@array']) return areArraysEqual(a, b);
  304. return areValuesEqual(a, b);
  305. }
  306. function areArraysEqual(a: Column<any>, b: Column<any>) {
  307. const xs = a['@array']!, ys = b['@array']!;
  308. for (let i = 0, _i = a.rowCount; i < _i; i++) {
  309. if (xs[i] !== ys[i]) return false;
  310. }
  311. return true;
  312. }
  313. function areValuesEqual(a: Column<any>, b: Column<any>) {
  314. const va = a.value, vb = b.value;
  315. for (let i = 0, _i = a.rowCount; i < _i; i++) {
  316. if (va(i) !== vb(i)) return false;
  317. }
  318. return true;
  319. }
  320. function columnIndicesOf<T>(c: Column<T>, test: (e: T) => boolean) {
  321. const ret = [], v = c.value;
  322. for (let i = 0, _i = c.rowCount; i < _i; i++) {
  323. if (test(v(i))) ret[ret.length] = i;
  324. }
  325. return ret;
  326. }